Presenting Signs of Burnout

Data Understanding

Burn Rate

Empoyee ID

Gender

Company Type

WFH Setup Available

Date of Joining

Designation

Resource Allocation

Mental Fatigue Score

Data Preparation

Iterative imputation

Resource Allocation Imputation

Feature Reduction and Selection

Model Building

Decision tree dot plot to indentify key drivers

Bagging Ensemble

XGBRegressor

Test Data Preparation

XGBOOST

Bagging

Linear Regression

Experimental

CatBoost

Feature Scaling

Stacking